Darpan T. Sanghavi

Publications
Influence

Unsupervised Learning with Self-Organizing Spiking Neural Networks

Hananel Hazan, D. J. Saunders, Darpan T. Sanghavi, H. Siegelmann, R. Kozma
Computer Science
International Joint Conference on Neural Networks…
1 July 2018

We present a hybridization of self-organized map (SOM) properties with spiking neural networks (SNNs) that retain many of the features of SOMs. Expand

BindsNET: A Machine Learning-Oriented Spiking Neural Networks Library in Python

Hananel Hazan, D. J. Saunders, Hassaan Khan, Darpan T. Sanghavi, H. Siegelmann, R. Kozma
Computer Science, Biology
Front. Neuroinform.
4 June 2018

The development of spiking neural network simulation software is a critical component enabling the modeling of neural systems and the development of biologically inspired algorithms. Expand

Lattice map spiking neural networks (LM-SNNs) for clustering and classifying image data

Hananel Hazan, D. J. Saunders, Darpan T. Sanghavi, H. Siegelmann, R. Kozma
Computer Science, Mathematics
Annals of Mathematics and Artificial Intelligence
4 June 2019

Spiking neural networks (SNNs) with a lattice architecture are introduced in this work, combining several desirable properties of SNNs and self-organized maps (SOMs). Expand

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